{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "原创教程，版权所有。\n",
    "\n",
    "同济子豪兄B站视频专栏：https://space.bilibili.com/1900783\n",
    "\n",
    "玩转UCI心脏病二分类数据集，课件、代码、答疑互动：https://t.zsxq.com/Z7yNZBu\n",
    "\n",
    "子豪兄Python交流QQ群：1077638784\n",
    "\n",
    "子豪兄Kaggle数据科学竞赛交流：481041896\n",
    "\n",
    "微信公众号：人工智能小技巧\n",
    "\n",
    "2020-05-15\n",
    "\n",
    "\n",
    "# 本节概述\n",
    "\n",
    "使用pdpbox工具包，对uci心脏病数据集进行探索性数据分析，分析不同特征与患心脏病之间的先验关系，并分析特征两两之间的影响关系。\n",
    "\n",
    "我们还没有开始正式训练模型，本小节仅是对数据集进行初步先验分析。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 导入工具包，导入数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# 忽略烦人的红色提示\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "# 忽略烦人的红色提示\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "df = pd.read_csv('process_heart.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 导入pdpbox工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pdpbox import pdp, get_dataset, info_plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "特征：性别\n",
    "\n",
    "该特征统计分布，及患心脏病和不患心脏病类别分布图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes, summary_df = info_plots.target_plot(\n",
    "    df=df, feature='sex_male', feature_name='gender', target=['target']\n",
    ")\n",
    "_ = axes['bar_ax'].set_xticklabels(['Female', 'Male'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>display_column</th>\n",
       "      <th>count</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>sex_male_0</td>\n",
       "      <td>96</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>sex_male_1</td>\n",
       "      <td>207</td>\n",
       "      <td>0.449275</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   x display_column  count    target\n",
       "0  0     sex_male_0     96  0.750000\n",
       "1  1     sex_male_1    207  0.449275"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "特征：心脏周围大血管的个数\n",
    "\n",
    "该特征统计分布，及患心脏病和不患心脏病类别分布图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes, summary_df = info_plots.target_plot(\n",
    "    df=df, feature='num_major_vessels', feature_name='num_vessels', target=['target']\n",
    ")\n",
    "# _ = axes['bar_ax'].set_xticklabels(['Female', 'Male'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "特征：地中海贫血症-reversable defect\n",
    "\n",
    "该特征统计分布，及患心脏病和不患心脏病类别分布图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes, summary_df = info_plots.target_plot(\n",
    "    df=df, feature='thalassemia_reversable defect', feature_name='thalassemia_reversable defect', target=['target']\n",
    ")\n",
    "# _ = axes['bar_ax'].set_xticklabels(['Female', 'Male'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "特征：年龄\n",
    "\n",
    "该特征统计分布，及患心脏病和不患心脏病类别分布图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes, summary_df = info_plots.target_plot(\n",
    "    df=df, feature='age', feature_name='age', target=['target']\n",
    ")\n",
    "# _ = axes['bar_ax'].set_xticklabels(['Female', 'Male'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "特征：最大心率\n",
    "\n",
    "该特征统计分布，及患心脏病和不患心脏病类别分布图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes, summary_df = info_plots.target_plot(\n",
    "    df=df, feature='max_heart_rate_achieved', feature_name='max_heart_rate_achieved', target=['target']\n",
    ")\n",
    "# _ = axes['bar_ax'].set_xticklabels(['Female', 'Male'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 特征两两交互影响分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "feat_name1 = 'num_major_vessels'\n",
    "nick_name1 = 'num_vessels'\n",
    "feat_name2 = 'max_heart_rate_achieved'\n",
    "nick_name2 = 'max_hart_rate'\n",
    "\n",
    "fig, axes, summary_df = info_plots.target_plot_interact(\n",
    "    df=df, features=[feat_name1, feat_name2], feature_names=[nick_name1, nick_name2], target='target'\n",
    ")\n",
    "axes['value_ax'].set_xticklabels(['0','1','2'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "feat_name1 = 'age'\n",
    "nick_name1 = 'age'\n",
    "feat_name2 = 'max_heart_rate_achieved'\n",
    "nick_name2 = 'max_hart_rate'\n",
    "\n",
    "fig, axes, summary_df = info_plots.target_plot_interact(\n",
    "    df=df, features=[feat_name1, feat_name2], feature_names=[nick_name1, nick_name2], target='target'\n",
    ")\n",
    "# axes['value_ax'].set_xticklabels(['0','1','2'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
